After the people were gone: rewilding Kočevje in the wake of the expulsion of Slovenia’s Gottscheer Germans, 1941-present
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For 600 years Kočevje (Gottschee in German) was inhabited by ethnic Germans known as the Gottscheer Germans. Having opted for Hitler’s resettlement policy (Heim ins Reich – Home to the Reich) in 1941, almost the entire population resettled into German-occupied Slovenia before being expelled from Yugoslavia, along with all Germans, by the new Communist regime in 1945. Today Kočevje is best known for its ‘untouched, primaeval forests’ and as ‘Bear Forest’, with scant mention of its former German inhabitants. The paper traces how the Kočevje region ‘rewilded’ from a land with people in 1941 and with forest coverage consistent with other areas of Slovenia, to a sparsely inhabited land with over ninety per cent forest coverage today. Explanatory factors that are considered include war and ethnic cleansing, the Communist regime’s ideologically tainted disregard for Kočevje’s remaining German and sacral cultural presence, failed post-war socialist economic policies, and the ever more attractive tourist branding of Kočevje as a wilderness without people.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it